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Ring:Applying Composition Patterns

Organization
LerianStudio
ring:applying-composition-patterns

React composition patterns that scale. Avoid boolean prop proliferation by using compound components, lifting state, and composing internals. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or during architecture review. Skip for simple components with 1-2 props or non-React code.

Overview

PublisherLerianStudio
Repositoryring
Skill namering:applying-composition-patterns
Stars
215
Forks
28
Bundled files
Instructions only
LicenseApache-2.0
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by LerianStudio on GitHub. Read the source before you install it.

Installation

Install the Ring:Applying Composition Patterns AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/LerianStudio/ring.git /tmp/ring
mkdir -p .claude/skills
cp -r /tmp/ring/dev-team/skills/applying-composition-patterns .claude/skills/lerianstudio-ring-applying-composition-patterns
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ring:Applying Composition Patterns in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Ring:Applying Composition Patterns on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Ring:Applying Composition Patterns is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Applying Composition Patterns

When to use

  • Refactoring components with boolean prop proliferation
  • Building flexible, reusable component libraries
  • Architecture review of React component hierarchies
  • Component has grown to 3+ boolean props controlling behavior
  • Multiple render props or conditional rendering branches

Skip when

  • Simple components with 1-2 props and no conditional rendering
  • Non-React code
  • Prototype or throwaway code where flexibility doesn't matter
  • Component is leaf-level with no composition concerns

Related

Complementary: ring:checking-frontend-quality — validate component quality after refactoring


Abstract

Composition patterns for building flexible, maintainable React components. Avoid boolean prop proliferation by using compound components, lifting state, and composing internals. These patterns make codebases easier for both humans and AI agents to work with as they scale.


Table of Contents

  1. Component ArchitectureHIGH
  2. State ManagementMEDIUM
  3. Implementation PatternsMEDIUM
  4. React 19 APIsMEDIUM

1. Component Architecture

Impact: HIGH

Fundamental patterns for structuring components to avoid prop proliferation and enable flexible composition.

1.1 Avoid Boolean Prop Proliferation

Impact: CRITICAL (prevents unmaintainable component variants)

Don't add boolean props like isThread, isEditing, isDMThread to customize component behavior. Each boolean doubles possible states and creates unmaintainable conditional logic. Use composition instead.

Incorrect: boolean props create exponential complexity

tsx
const Composer = ({
  onSubmit,
  isThread,
  channelId,
  isDMThread,
  dmId,
  isEditing,
  isForwarding
}: Props) => {
  return (
    <form>
      <Header />
      <Input />
      {isDMThread ? (
        <AlsoSendToDMField id={dmId} />
      ) : isThread ? (
        <AlsoSendToChannelField id={channelId} />
      ) : null}
      {isEditing ? (
        <EditActions />
      ) : isForwarding ? (
        <ForwardActions />
      ) : (
        <DefaultActions />
      )}
      <Footer onSubmit={onSubmit} />
    </form>
  )
}

Correct: composition eliminates conditionals

tsx
// Channel composer
const ChannelComposer = () => {
  return (
    <Composer.Frame>
      <Composer.Header />
      <Composer.Input />
      <Composer.Footer>
        <Composer.Attachments />
        <Composer.Formatting />
        <Composer.Emojis />
        <Composer.Submit />
      </Composer.Footer>
    </Composer.Frame>
  )
}

// Thread composer - adds "also send to channel" field
const ThreadComposer = ({ channelId }: { channelId: string }) => {
  return (
    <Composer.Frame>
      <Composer.Header />
      <Composer.Input />
      <AlsoSendToChannelField id={channelId} />
      <Composer.Footer>
        <Composer.Formatting />
        <Composer.Emojis />
        <Composer.Submit />
      </Composer.Footer>
    </Composer.Frame>
  )
}

// Edit composer - different footer actions
const EditComposer = () => {
  return (
    <Composer.Frame>
      <Composer.Input />
      <Composer.Footer>
        <Composer.Formatting />
        <Composer.Emojis />
        <Composer.CancelEdit />
        <Composer.SaveEdit />
      </Composer.Footer>
    </Composer.Frame>
  )
}

Each variant is explicit about what it renders. We can share internals without sharing a single monolithic parent.

1.2 Use Compound Components

Impact: HIGH (enables flexible composition without prop drilling)

Structure complex components as compound components with a shared context. Each subcomponent accesses shared state via context, not props. Consumers compose the pieces they need.

Incorrect: monolithic component with render props

tsx
const Composer = ({
  renderHeader,
  renderFooter,
  renderActions,
  showAttachments,
  showFormatting,
  showEmojis
}: Props) => {
  return (
    <form>
      {renderHeader?.()}
      <Input />
      {showAttachments && <Attachments />}
      {renderFooter ? (
        renderFooter()
      ) : (
        <Footer>
          {showFormatting && <Formatting />}
          {showEmojis && <Emojis />}
          {renderActions?.()}
        </Footer>
      )}
    </form>
  )
}

Correct: compound components with shared context

tsx
const ComposerContext = createContext<ComposerContextValue | null>(null)

const ComposerProvider = ({
  children,
  state,
  actions,
  meta
}: ProviderProps) => {
  return (
    <ComposerContext value={{ state, actions, meta }}>
      {children}
    </ComposerContext>
  )
}

const ComposerFrame = ({ children }: { children: React.ReactNode }) => {
  return <form>{children}</form>
}

const ComposerInput = () => {
  const {
    state,
    actions: { update },
    meta: { inputRef }
  } = use(ComposerContext)
  return (
    <TextInput
      ref={inputRef}
      value={state.input}
      onChangeText={(text) => update((s) => ({ ...s, input: text }))}
    />
  )
}

const ComposerSubmit = () => {
  const {
    actions: { submit }
  } = use(ComposerContext)
  return <Button onPress={submit}>Send</Button>
}

// Export as compound component
const Composer = {
  Provider: ComposerProvider,
  Context: ComposerContext, // exported for external consumers (e.g. buttons outside Frame)
  Frame: ComposerFrame,
  Input: ComposerInput,
  Submit: ComposerSubmit,
  Header: ComposerHeader,
  Footer: ComposerFooter,
  Attachments: ComposerAttachments,
  Formatting: ComposerFormatting,
  Emojis: ComposerEmojis
}

Usage:

tsx
<Composer.Provider state={state} actions={actions} meta={meta}>
  <Composer.Frame>
    <Composer.Header />
    <Composer.Input />
    <Composer.Footer>
      <Composer.Formatting />
      <Composer.Submit />
    </Composer.Footer>
  </Composer.Frame>
</Composer.Provider>

Consumers explicitly compose exactly what they need. No hidden conditionals. And the state, actions and meta are dependency-injected by a parent provider, allowing multiple usages of the same component structure.


2. State Management

Impact: MEDIUM

Patterns for lifting state and managing shared context across composed components.

2.1 Decouple State Management from UI

Impact: MEDIUM (enables swapping state implementations without changing UI)

The provider component should be the only place that knows how state is managed. UI components consume the context interface — they don't know if state comes from useState, Zustand, or a server sync.

Incorrect: UI coupled to state implementation

tsx
const ChannelComposer = ({ channelId }: { channelId: string }) => {
  // UI component knows about global state implementation
  const state = useGlobalChannelState(channelId)
  const { submit, updateInput } = useChannelSync(channelId)

  return (
    <Composer.Frame>
      <Composer.Input
        value={state.input}
        onChange={(text) => sync.updateInput(text)}
      />
      <Composer.Submit onPress={() => sync.submit()} />
    </Composer.Frame>
  )
}

Correct: state management isolated in provider

tsx
// Provider handles all state management details
const ChannelProvider = ({
  channelId,
  children
}: {
  channelId: string
  children: React.ReactNode
}) => {
  const { state, update, submit } = useGlobalChannel(channelId)
  const inputRef = useRef(null)

  return (
    <Composer.Provider
      state={state}
      actions={{ update, submit }}
      meta={{ inputRef }}
    >
      {children}
    </Composer.Provider>
  )
}

// UI component only knows about the context interface
const ChannelComposer = () => {
  return (
    <Composer.Frame>
      <Composer.Header />
      <Composer.Input />
      <Composer.Footer>
        <Composer.Submit />
      </Composer.Footer>
    </Composer.Frame>
  )
}

// Usage
const Channel = ({ channelId }: { channelId: string }) => {
  return (
    <ChannelProvider channelId={channelId}>
      <ChannelComposer />
    </ChannelProvider>
  )
}

Different providers, same UI:

tsx
// Local state for ephemeral forms
const ForwardMessageProvider = ({ children }) => {
  const [state, setState] = useState(initialState)
  const forwardMessage = useForwardMessage()

  return (
    <Composer.Provider
      state={state}
      actions={{ update: setState, submit: forwardMessage }}
    >
      {children}
    </Composer.Provider>
  )
}

// Global synced state for channels
const ChannelProvider = ({ channelId, children }) => {
  const { state, update, submit } = useGlobalChannel(channelId)

  return (
    <Composer.Provider state={state} actions={{ update, submit }}>
      {children}
    </Composer.Provider>
  )
}

The same Composer.Input component works with both providers because it only depends on the context interface, not the implementation.

2.2 Define Generic Context Interfaces for Dependency Injection

Impact: HIGH (enables dependency-injectable state across use-cases)

Define a generic interface for your component context with three parts: state, actions, and meta. This interface is a contract that any provider can implement — enabling the same UI components to work with completely different state implementations.

Core principle: Lift state, compose internals, make state dependency-injectable.

Incorrect: UI coupled to specific state implementation

tsx
const ComposerInput = () => {
  // Tightly coupled to a specific hook
  const { input, setInput } = useChannelComposerState()
  return <TextInput value={input} onChangeText={setInput} />
}

Correct: generic interface enables dependency injection

tsx
// Define a GENERIC interface that any provider can implement
interface ComposerState {
  input: string
  attachments: Attachment[]
  isSubmitting: boolean
}

interface ComposerActions {
  update: (updater: (state: ComposerState) => ComposerState) => void
  submit: () => void
}

interface ComposerMeta {
  inputRef: React.RefObject<TextInput>
}

interface ComposerContextValue {
  state: ComposerState
  actions: ComposerActions
  meta: ComposerMeta
}

const ComposerContext = createContext<ComposerContextValue | null>(null)

UI components consume the interface, not the implementation:

tsx
const ComposerInput = () => {
  const {
    state,
    actions: { update },
    meta
  } = use(ComposerContext)

  // This component works with ANY provider that implements the interface
  return (
    <TextInput
      ref={meta.inputRef}
      value={state.input}
      onChangeText={(text) => update((s) => ({ ...s, input: text }))}
    />
  )
}

Different providers implement the same interface:

tsx
// Provider A: Local state for ephemeral forms
const ForwardMessageProvider = ({
  children
}: {
  children: React.ReactNode
}) => {
  const [state, setState] = useState(initialState)
  const inputRef = useRef(null)
  const submit = useForwardMessage()

  return (
    <ComposerContext
      value={{
        state,
        actions: { update: setState, submit },
        meta: { inputRef }
      }}
    >
      {children}
    </ComposerContext>
  )
}

// Provider B: Global synced state for channels
const ChannelProvider = ({ channelId, children }: Props) => {
  const { state, update, submit } = useGlobalChannel(channelId)
  const inputRef = useRef(null)

  return (
    <ComposerContext
      value={{
        state,
        actions: { update, submit },
        meta: { inputRef }
      }}
    >
      {children}
    </ComposerContext>
  )
}

The same composed UI works with both:

tsx
// Works with ForwardMessageProvider (local state)
<ForwardMessageProvider>
  <Composer.Frame>
    <Composer.Input />
    <Composer.Submit />
  </Composer.Frame>
</ForwardMessageProvider>

// Works with ChannelProvider (global synced state)
<ChannelProvider channelId="abc">
  <Composer.Frame>
    <Composer.Input />
    <Composer.Submit />
  </Composer.Frame>
</ChannelProvider>

Custom UI outside the component can access state and actions:

tsx
const ForwardMessageDialog = () => {
  return (
    <ForwardMessageProvider>
      <Dialog>
        {/* The composer UI */}
        <Composer.Frame>
          <Composer.Input placeholder="Add a message, if you'd like." />
          <Composer.Footer>
            <Composer.Formatting />
            <Composer.Emojis />
          </Composer.Footer>
        </Composer.Frame>

        {/* Custom UI OUTSIDE the composer, but INSIDE the provider */}
        <MessagePreview />

        {/* Actions at the bottom of the dialog */}
        <DialogActions>
          <CancelButton />
          <ForwardButton />
        </DialogActions>
      </Dialog>
    </ForwardMessageProvider>
  )
}

// ComposerContext is exported from the Composer module for external consumers
// This button lives OUTSIDE Composer.Frame but can still submit based on its context!
const ForwardButton = () => {
  const {
    actions: { submit }
  } = use(ComposerContext)
  return <Button onPress={submit}>Forward</Button>
}

// This preview lives OUTSIDE Composer.Frame but can read composer's state!
const MessagePreview = () => {
  const { state } = use(ComposerContext)
  return <Preview message={state.input} attachments={state.attachments} />
}

The provider boundary is what matters — not the visual nesting. Components that need shared state don't have to be inside the Composer.Frame. They just need to be within the provider.

The ForwardButton and MessagePreview are not visually inside the composer box, but they can still access its state and actions. This is the power of lifting state into providers.

The UI is reusable bits you compose together. The state is dependency-injected by the provider. Swap the provider, keep the UI.

2.3 Lift State into Provider Components

Impact: HIGH (enables state sharing outside component boundaries)

Move state management into dedicated provider components. This allows sibling components outside the main UI to access and modify state without prop drilling or awkward refs.

Incorrect: state trapped inside component

tsx
const ForwardMessageComposer = () => {
  const [state, setState] = useState(initialState)
  const forwardMessage = useForwardMessage()

  return (
    <Composer.Frame>
      <Composer.Input />
      <Composer.Footer />
    </Composer.Frame>
  )
}

// Problem: How does this button access composer state?
const ForwardMessageDialog = () => {
  return (
    <Dialog>
      <ForwardMessageComposer />
      <MessagePreview /> {/* Needs composer state */}
      <DialogActions>
        <CancelButton />
        <ForwardButton /> {/* Needs to call submit */}
      </DialogActions>
    </Dialog>
  )
}

Incorrect: useEffect to sync state up

tsx
const ForwardMessageDialog = () => {
  const [input, setInput] = useState('')
  return (
    <Dialog>
      <ForwardMessageComposer onInputChange={setInput} />
      <MessagePreview input={input} />
    </Dialog>
  )
}

const ForwardMessageComposer = ({ onInputChange }) => {
  const [state, setState] = useState(initialState)
  useEffect(() => {
    onInputChange(state.input) // Sync on every change
  }, [state.input])
}

Incorrect: reading state from ref on submit

tsx
const ForwardMessageDialog = () => {
  const stateRef = useRef(null)
  return (
    <Dialog>
      <ForwardMessageComposer stateRef={stateRef} />
      <ForwardButton onPress={() => submit(stateRef.current)} />
    </Dialog>
  )
}

Correct: state lifted to provider

tsx
const ForwardMessageProvider = ({
  children
}: {
  children: React.ReactNode
}) => {
  const [state, setState] = useState(initialState)
  const forwardMessage = useForwardMessage()
  const inputRef = useRef(null)

  return (
    <Composer.Provider
      state={state}
      actions={{ update: setState, submit: forwardMessage }}
      meta={{ inputRef }}
    >
      {children}
    </Composer.Provider>
  )
}

const ForwardMessageDialog = () => {
  return (
    <ForwardMessageProvider>
      <Dialog>
        <ForwardMessageComposer />
        <MessagePreview />
        <DialogActions>
          <CancelButton />
          <ForwardButton />
        </DialogActions>
      </Dialog>
    </ForwardMessageProvider>
  )
}

const ForwardButton = () => {
  const { actions } = use(Composer.Context)
  return <Button onPress={actions.submit}>Forward</Button>
}

The ForwardButton lives outside the Composer.Frame but still has access to the submit action because it's within the provider. Even though it's a one-off component, it can still access the composer's state and actions from outside the UI itself.

Key insight: Components that need shared state don't have to be visually nested inside each other — they just need to be within the same provider.


3. Implementation Patterns

Impact: MEDIUM

Specific techniques for implementing compound components and context providers.

3.1 Create Explicit Component Variants

Impact: MEDIUM (self-documenting code, no hidden conditionals)

Instead of one component with many boolean props, create explicit variant components. Each variant composes the pieces it needs. The code documents itself.

Incorrect: one component, many modes

tsx
// What does this component actually render?
<Composer
  isThread
  isEditing={false}
  channelId="abc"
  showAttachments
  showFormatting={false}
/>

Correct: explicit variants

tsx
// Immediately clear what this renders
<ThreadComposer channelId="abc" />

// Or
<EditMessageComposer messageId="xyz" />

// Or
<ForwardMessageComposer messageId="123" />

Each implementation is unique, explicit and self-contained. Yet they can each use shared parts.

Implementation:

tsx
const ThreadComposer = ({ channelId }: { channelId: string }) => {
  return (
    <ThreadProvider channelId={channelId}>
      <Composer.Frame>
        <Composer.Input />
        <AlsoSendToChannelField channelId={channelId} />
        <Composer.Footer>
          <Composer.Formatting />
          <Composer.Emojis />
          <Composer.Submit />
        </Composer.Footer>
      </Composer.Frame>
    </ThreadProvider>
  )
}

const EditMessageComposer = ({ messageId }: { messageId: string }) => {
  return (
    <EditMessageProvider messageId={messageId}>
      <Composer.Frame>
        <Composer.Input />
        <Composer.Footer>
          <Composer.Formatting />
          <Composer.Emojis />
          <Composer.CancelEdit />
          <Composer.SaveEdit />
        </Composer.Footer>
      </Composer.Frame>
    </EditMessageProvider>
  )
}

const ForwardMessageComposer = ({ messageId }: { messageId: string }) => {
  return (
    <ForwardMessageProvider messageId={messageId}>
      <Composer.Frame>
        <Composer.Input placeholder="Add a message, if you'd like." />
        <Composer.Footer>
          <Composer.Formatting />
          <Composer.Emojis />
          <Composer.Mentions />
        </Composer.Footer>
      </Composer.Frame>
    </ForwardMessageProvider>
  )
}

Each variant is explicit about:

  • What provider/state it uses
  • What UI elements it includes
  • What actions are available

No boolean prop combinations to reason about. No impossible states.

3.2 Prefer Composing Children Over Render Props

Impact: MEDIUM (cleaner composition, better readability)

Use children for composition instead of renderX props. Children are more readable, compose naturally, and don't require understanding callback signatures.

Incorrect: render props

tsx
const Composer = ({
  renderHeader,
  renderFooter,
  renderActions
}: {
  renderHeader?: () => React.ReactNode
  renderFooter?: () => React.ReactNode
  renderActions?: () => React.ReactNode
}) => {
  return (
    <form>
      {renderHeader?.()}
      <Input />
      {renderFooter ? renderFooter() : <DefaultFooter />}
      {renderActions?.()}
    </form>
  )
}

// Usage is awkward and inflexible
return (
  <Composer
    renderHeader={() => <CustomHeader />}
    renderFooter={() => (
      <>
        <Formatting />
        <Emojis />
      </>
    )}
    renderActions={() => <SubmitButton />}
  />
)

Correct: compound components with children

tsx
const ComposerFrame = ({ children }: { children: React.ReactNode }) => {
  return <form>{children}</form>
}

const ComposerFooter = ({ children }: { children: React.ReactNode }) => {
  return <footer className="flex">{children}</footer>
}

// Usage is flexible
return (
  <Composer.Frame>
    <CustomHeader />
    <Composer.Input />
    <Composer.Footer>
      <Composer.Formatting />
      <Composer.Emojis />
      <SubmitButton />
    </Composer.Footer>
  </Composer.Frame>
)

When render props are appropriate:

tsx
// Render props work well when you need to pass data back
<List
  data={items}
  renderItem={({ item, index }) => <Item item={item} index={index} />}
/>

Use render props when the parent needs to provide data or state to the child. Use children when composing static structure.


4. React 19 APIs

Impact: MEDIUM

React 19+ only. Prefer ref as a regular prop over forwardRef; prefer use() over useContext() for new components.

4.1 React 19 API Changes

Impact: MEDIUM (cleaner component definitions and context usage)

React 19+ only. Skip this if you're on React 18 or earlier.

In React 19, ref is a regular prop (making forwardRef unnecessary for new components), and use() is the preferred alternative to useContext(). Both forwardRef and useContext still work but are discouraged in new code.

Incorrect: forwardRef in React 19

tsx
const ComposerInput = forwardRef<TextInput, Props>((props, ref) => {
  return <TextInput ref={ref} {...props} />
})

Correct: ref as a regular prop

tsx
const ComposerInput = ({
  ref,
  ...props
}: Props & { ref?: React.Ref<TextInput> }) => {
  return <TextInput ref={ref} {...props} />
}

Incorrect: useContext in React 19

tsx
const value = useContext(MyContext)

Correct: use instead of useContext

tsx
const value = use(MyContext)

use() can also be called conditionally, unlike useContext().


References

  1. https://react.dev
  2. https://react.dev/learn/passing-data-deeply-with-context
  3. https://react.dev/reference/react/use

Frequently asked questions

What does the Ring:Applying Composition Patterns AI skill do?

React composition patterns that scale. Avoid boolean prop proliferation by using compound components, lifting state, and composing internals. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or during architecture review. Skip for simple components with 1-2 props or non-React code.

Why use Ring:Applying Composition Patterns on TypingMind?

Because you install it once and use it with any model. Ring:Applying Composition Patterns is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Ring:Applying Composition Patterns in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/LerianStudio/ring/tree/main/dev-team/skills/applying-composition-patterns. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Ring:Applying Composition Patterns?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Ring:Applying Composition Patterns?

As many as you like. As long as a model supports skills, you can use Ring:Applying Composition Patterns with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ring:Applying Composition Patterns AI skill free?

Yes. It is published on GitHub by LerianStudio under the Apache-2.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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